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A Review on Energy Consumption Optimization Techniques in IoT Based Smart Building Environments

机译:基于物联网的智能建筑环境中的能耗优化技术综述

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摘要

In recent years, due to the unnecessary wastage of electrical energy in residential buildings, the requirement of energy optimization and user comfort has gained vital importance. In the literature, various techniques have been proposed addressing the energy optimization problem. The goal of each technique is to maintain a balance between user comfort and energy requirements, such that the user can achieve the desired comfort level with the minimum amount of energy consumption. Researchers have addressed the issue with the help of different optimization algorithms and variations in the parameters to reduce energy consumption. To the best of our knowledge, this problem is not solved yet due to its challenging nature. The gaps in the literature are due to advancements in technology, the drawbacks of optimization algorithms, and the introduction of new optimization algorithms. Further, many newly proposed optimization algorithms have produced better accuracy on the benchmark instances but have not been applied yet for the optimization of energy consumption in smart homes. In this paper, we have carried out a detailed literature review of the techniques used for the optimization of energy consumption and scheduling in smart homes. Detailed discussion has been carried out on different factors contributing towards thermal comfort, visual comfort, and air quality comfort. We have also reviewed the fog and edge computing techniques used in smart homes.
机译:近年来,由于住宅建筑物中不必要的电能浪费,对能量优化和用户舒适度的要求变得至关重要。在文献中,已经提出了各种技术来解决能量优化问题。每种技术的目标是在用户舒适度和能量需求之间保持平衡,以使用户可以以最少的能量消耗达到所需的舒适度。研究人员借助不同的优化算法和参数变化来减少能耗,从而解决了这一问题。据我们所知,由于其具有挑战性,该问题尚未解决。文献中的空白是由于技术的进步,优化算法的弊端以及新的优化算法的引入。此外,许多新提出的优化算法在基准实例上产生了更高的精度,但尚未应用于智能家居中的能耗优化。在本文中,我们对用于智能家居中的能耗优化和调度的技术进行了详细的文献综述。已经对有助于热舒适性,视觉舒适性和空气质量舒适性的不同因素进行了详细的讨论。我们还回顾了智能家居中使用的雾气和边缘计算技术。

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